Model comparison
Qwen3-Coder-30B-A3B-Instruct vs Qwythos-9B-v2-Heretic
At Q4_K_M, Qwythos-9B-v2-Heretic is the smaller download — 5,629,108,896 bytes against 18,556,689,568. At long context the gap widens: Qwythos-9B-v2-Heretic's KV cache at 32K is 3.0× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| Qwen3-Coder-30B-A3B-Instruct | Qwythos-9B-v2-Heretic | |
|---|---|---|
| Parameters | 30.5B | 9.4B |
| Architecture | qwen3moe | qwen35 |
| Layers | 48 | 32 |
| Native context | 262,144 | 1,048,576 |
| Mixture of experts | yes, 128 experts | no |
| Quantizations published | 46 | 4 |
| Smallest quantization | 7.46 GiB | 5.24 GiB |
| Q4_K_M | 17.28 GiB | 5.24 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Qwen3-Coder-30B-A3B-Instruct | Qwythos-9B-v2-Heretic | Ratio |
|---|---|---|---|
| 4,096 | 0.38 GiB | 0.13 GiB | 3.00× |
| 8,192 | 0.75 GiB | 0.25 GiB | 3.00× |
| 16,384 | 1.50 GiB | 0.50 GiB | 3.00× |
| 32,768 | 3.00 GiB | 1.00 GiB | 3.00× |
| 65,536 | 6.00 GiB | 2.00 GiB | 3.00× |
| 131,072 | 12.00 GiB | 4.00 GiB | 3.00× |